Learning analytics of humanities course: reader profiles in critical reading activity.
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| Title: | Learning analytics of humanities course: reader profiles in critical reading activity. |
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| Authors: | Majumdar, Rwitajit1 (AUTHOR) dr.rwito@gmail.com, Bakilapadavu, Geetha2 (AUTHOR), Majumder, Reek3 (AUTHOR), Chen, Mei-Rong Alice4 (AUTHOR), Flanagan, Brendan1 (AUTHOR), Ogata, Hiroaki1 (AUTHOR) |
| Source: | Research & Practice in Technology Enhanced Learning. 8/3/2021, Vol. 16 Issue 1, p1-18. 18p. |
| Subject Terms: | *Interactive learning, *Electronic books, *Learning, *Classroom environment, *Reading, Record stores, Virtual communities |
| Abstract: | This study investigates learner's reading behaviors in a critical reading task in humanities course using learning analytics techniques. A Critical Analysis of Literature and Cinema course was selected as a context. The course activities evolved over 10 years, and for this instance, some face-to-face classroom critical reading activities were migrated to online mode by using BookRoll, a learning analytics enhanced eBook platform. Students (n=22 out of the 50 registered) accessed Hayavadana, an Indian play uploaded on BookRoll, and attempted to identify performative elements and cultural references in the text and highlight them. In this study, we analyze learner's reading logs gathered in the learning record store linked to BookRoll during that activity. We extend our previous work where we identify four online reading profiles: effortful, strategic, wanderers, and check-out, based on learner's clickstream interactions and time spent with the content. We validate the profiles with qualitative interview data collected from the learners and illustrate the quantified learning behaviors of each of those profiles based on an engagement metric. Our work aims to initiate further discussion related to the application of learning analytics in humanities courses both to probe into the learning behaviors of the students and thereby enhance the experiences with the use of interactive learning environments and data-driven services. [ABSTRACT FROM AUTHOR] |
| Copyright of Research & Practice in Technology Enhanced Learning is the property of Asia-Pacific Society for Computers in Education (APSCE) and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Education Research Complete |
| FullText | Links: – Type: pdflink Text: Availability: 0 |
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| Header | DbId: ehh DbLabel: Education Research Complete An: 151719985 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Learning analytics of humanities course: reader profiles in critical reading activity. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Majumdar%2C+Rwitajit%22">Majumdar, Rwitajit</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> dr.rwito@gmail.com</i><br /><searchLink fieldCode="AR" term="%22Bakilapadavu%2C+Geetha%22">Bakilapadavu, Geetha</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Majumder%2C+Reek%22">Majumder, Reek</searchLink><relatesTo>3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Chen%2C+Mei-Rong+Alice%22">Chen, Mei-Rong Alice</searchLink><relatesTo>4</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Flanagan%2C+Brendan%22">Flanagan, Brendan</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Ogata%2C+Hiroaki%22">Ogata, Hiroaki</searchLink><relatesTo>1</relatesTo> (AUTHOR) – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22Research+%26+Practice+in+Technology+Enhanced+Learning%22">Research & Practice in Technology Enhanced Learning</searchLink>. 8/3/2021, Vol. 16 Issue 1, p1-18. 18p. – Name: Subject Label: Subject Terms Group: Su Data: *<searchLink fieldCode="DE" term="%22Interactive+learning%22">Interactive learning</searchLink><br />*<searchLink fieldCode="DE" term="%22Electronic+books%22">Electronic books</searchLink><br />*<searchLink fieldCode="DE" term="%22Learning%22">Learning</searchLink><br />*<searchLink fieldCode="DE" term="%22Classroom+environment%22">Classroom environment</searchLink><br />*<searchLink fieldCode="DE" term="%22Reading%22">Reading</searchLink><br /><searchLink fieldCode="DE" term="%22Record+stores%22">Record stores</searchLink><br /><searchLink fieldCode="DE" term="%22Virtual+communities%22">Virtual communities</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: This study investigates learner's reading behaviors in a critical reading task in humanities course using learning analytics techniques. A Critical Analysis of Literature and Cinema course was selected as a context. The course activities evolved over 10 years, and for this instance, some face-to-face classroom critical reading activities were migrated to online mode by using BookRoll, a learning analytics enhanced eBook platform. Students (n=22 out of the 50 registered) accessed Hayavadana, an Indian play uploaded on BookRoll, and attempted to identify performative elements and cultural references in the text and highlight them. In this study, we analyze learner's reading logs gathered in the learning record store linked to BookRoll during that activity. We extend our previous work where we identify four online reading profiles: effortful, strategic, wanderers, and check-out, based on learner's clickstream interactions and time spent with the content. We validate the profiles with qualitative interview data collected from the learners and illustrate the quantified learning behaviors of each of those profiles based on an engagement metric. Our work aims to initiate further discussion related to the application of learning analytics in humanities courses both to probe into the learning behaviors of the students and thereby enhance the experiences with the use of interactive learning environments and data-driven services. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of Research & Practice in Technology Enhanced Learning is the property of Asia-Pacific Society for Computers in Education (APSCE) and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1186/s41039-021-00164-w Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 18 StartPage: 1 Subjects: – SubjectFull: Interactive learning Type: general – SubjectFull: Electronic books Type: general – SubjectFull: Learning Type: general – SubjectFull: Classroom environment Type: general – SubjectFull: Reading Type: general – SubjectFull: Record stores Type: general – SubjectFull: Virtual communities Type: general Titles: – TitleFull: Learning analytics of humanities course: reader profiles in critical reading activity. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Majumdar, Rwitajit – PersonEntity: Name: NameFull: Bakilapadavu, Geetha – PersonEntity: Name: NameFull: Majumder, Reek – PersonEntity: Name: NameFull: Chen, Mei-Rong Alice – PersonEntity: Name: NameFull: Flanagan, Brendan – PersonEntity: Name: NameFull: Ogata, Hiroaki IsPartOfRelationships: – BibEntity: Dates: – D: 03 M: 08 Text: 8/3/2021 Type: published Y: 2021 Identifiers: – Type: issn-print Value: 17932068 Numbering: – Type: volume Value: 16 – Type: issue Value: 1 Titles: – TitleFull: Research & Practice in Technology Enhanced Learning Type: main |
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